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Papers Benchmarks Datasets Tasks

Multimodal Large Language Model Evaluation research benchmarks · SOTA2 Research

Multimodal Large Language Model Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MLLM Evaluation Suite

SigLIP 2 (giant) + PIVOT

56.7Average Score (All)

22

Apr 14, 2026

2,315MME Score

22

Apr 24, 2026

71.56Accuracy

18

Jun 2, 2026

43.7Reasoning

5

Mar 16, 2026

MLLM Evaluation Suite (MME, MMStar, SQA, RealWorldQA, MMMU, MMMU-P, VisuLogic, LogicVista, CRPE, POPE, HallBench) (test)

74.94MME

4

Feb 26, 2026

190Existence Score

3

Feb 26, 2026

Popular datasets

MME MLLM Evaluation Suite SEED-Bench

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